{"id":"W4402271557","doi":"10.1007/s42865-024-00076-9","title":"Assessing urban air pollution dynamics: the impact of traffic emissions and urban morphology in Lecce and Bari, Italy","year":2024,"lang":"en","type":"article","venue":"Bulletin of Atmospheric Science and Technology","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canada Excellence Research Chairs, Government of Canada; European Commission","keywords":"Urban morphology; Environmental science; Air pollution; Geography; Meteorology; Urban planning; Civil engineering; Engineering; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005078115,0.0005414158,0.0003836859,0.002149162,0.0003132632,0.001110992,0.0004320829,0.0003662453,0.001317151],"category_scores_gemma":[0.0008181047,0.0002036882,0.0005290363,0.00180082,0.0003758327,0.0003475977,0.001034079,0.0003579125,0.0002624084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002009593,"about_ca_system_score_gemma":0.0008607404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1709772,"about_ca_topic_score_gemma":0.1874747,"domain_scores_codex":[0.9996629,0.00009073121,0.00001388439,0.00007355756,0.00005643071,0.0001023544],"domain_scores_gemma":[0.9996792,0.00007991417,0.00008079026,0.00002556579,0.00007323411,0.00006127307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004790416,0.0002761635,0.9668003,0.0001050567,0.0002491141,0.0004247151,0.0004195377,0.007087133,0.003384699,0.0002750039,0.001237709,0.01926155],"study_design_scores_gemma":[0.0000108443,0.00005396008,0.9969937,0.000006639023,0.00002058969,0.00003005153,0.0001971973,0.001868088,0.0001382286,0.00001878376,0.0006556445,0.000006251673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965947,0.0001673376,0.000248903,0.00005389149,0.000006070529,0.00003483484,0.00126022,0.0000149913,0.001618879],"genre_scores_gemma":[0.9970785,0.00008798027,0.0003572388,0.00001355396,0.000007221262,0.00003726613,0.001870563,0.000007808781,0.0005399256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1709772,"threshold_uncertainty_score":0.339964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01207298528335209,"score_gpt":0.291312256559544,"score_spread":0.2792392712761919,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}